GSTDTAP  > 气候变化
DOI10.1016/j.enpol.2018.11.007
Features of residential energy consumption: Evidence from France using an innovative multilevel modelling approach
Belaid, Fateh1; Roubaud, David2; Galariotis, Emilios3
2019-02-01
发表期刊ENERGY POLICY
ISSN0301-4215
EISSN1873-6777
出版年2019
卷号125页码:277-285
文章类型Article
语种英语
国家France
英文摘要

Recent efforts to reduce residential energy consumption have renewed interest in investigating salient drivers of household energy use. This article contributes to the ongoing literature by developing a model for examining geographic effects on energy use. Using a new, rich, micro-level survey that compiles information about dwelling attributes, occupant characteristics, and behaviors, we suggest a combined bottom-up and top-down statistical approach based on a multilevel regression model (MRM) and an innovative variable selection approach via the Adaptive Elastic Net Regularization technique (AdaEnetR). This approach enables us to extract geographic effects from the total variation in residential energy consumption and simultaneously explain the remaining variation with relevant explanatory variables and their interactions. The current model addresses several interrelated issues posed by the use of econometric methods to examine residential energy demand, including the risk of aggregation/disaggregation bias. Our empirical findings demonstrate the MRM's ability to effectively quantify approximately 0.67% of the geographic effects (aggregate level) and approximately 0.31% of the household and dwelling effects (individual level). Further, the findings show that household attributes are important factors that influence residential energy consumption patterns.


英文关键词Multilevel regression Residential energy consumption Geographic effects Energy efficiency
领域气候变化
收录类别SCI-E ; SSCI
WOS记录号WOS:000456758600027
WOS关键词ADAPTIVE ELASTIC-NET ; EMPIRICAL-EVIDENCE ; REGRESSION ; SELECTION ; DEMAND ; DETERMINANTS ; HOUSEHOLDS ; SPECTRUM ; BEHAVIOR ; PRICE
WOS类目Economics ; Energy & Fuels ; Environmental Sciences ; Environmental Studies
WOS研究方向Business & Economics ; Energy & Fuels ; Environmental Sciences & Ecology
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/19230
专题气候变化
作者单位1.Paris Est Univ, Sci & Tech Ctr Bldg, Champs Sur Marne, France;
2.MBS, MRM, Montpellier, France;
3.Audencia Business Sch, Nantes, France
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Belaid, Fateh,Roubaud, David,Galariotis, Emilios. Features of residential energy consumption: Evidence from France using an innovative multilevel modelling approach[J]. ENERGY POLICY,2019,125:277-285.
APA Belaid, Fateh,Roubaud, David,&Galariotis, Emilios.(2019).Features of residential energy consumption: Evidence from France using an innovative multilevel modelling approach.ENERGY POLICY,125,277-285.
MLA Belaid, Fateh,et al."Features of residential energy consumption: Evidence from France using an innovative multilevel modelling approach".ENERGY POLICY 125(2019):277-285.
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